Datasets:
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README.md
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@@ -1,3 +1,53 @@
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---
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---
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---
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language:
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- en
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tags:
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- lrs
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- tabular_classification
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- binary_classification
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- multiclass_classification
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pretty_name: Lrs
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size_categories:
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- n<1k
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task_categories: # Full list at https://github.com/huggingface/hub-docs/blob/main/js/src/lib/interfaces/Types.ts
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- tabular-classification
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configs:
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- lrs
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- lrs_0
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- lrs_1
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- lrs_2
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- lrs_3
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- lrs_4
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- lrs_5
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- lrs_6
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- lrs_7
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- lrs_8
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---
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# Lrs
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The [Lrs-Roth dataset](https://archive-beta.ics.uci.edu/dataset/93/low+resolution+spectrometer) from the [UCI repository](https://archive-beta.ics.uci.edu).
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# Configurations and tasks
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| **Configuration** | **Task** | **Description** |
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|-------------------|---------------------------|------------------------------|
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| lrs | Multiclass classification | Classify lrs type. |
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| lrs_0 | Binary classification | Is this instance of class 0? |
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| lrs_1 | Binary classification | Is this instance of class 1? |
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| lrs_2 | Binary classification | Is this instance of class 2? |
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| lrs_3 | Binary classification | Is this instance of class 3? |
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| lrs_4 | Binary classification | Is this instance of class 4? |
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| lrs_5 | Binary classification | Is this instance of class 5? |
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| lrs_6 | Binary classification | Is this instance of class 6? |
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| lrs_7 | Binary classification | Is this instance of class 7? |
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| lrs_8 | Binary classification | Is this instance of class 8? |
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# Usage
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```python
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from datasets import load_dataset
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dataset = load_dataset("mstz/lrs", "lrs")["train"]
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```
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lrs.csv
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The diff for this file is too large to render.
See raw diff
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lrs.py
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1 |
+
from typing import List
|
2 |
+
|
3 |
+
import datasets
|
4 |
+
|
5 |
+
import pandas
|
6 |
+
|
7 |
+
|
8 |
+
VERSION = datasets.Version("1.0.0")
|
9 |
+
|
10 |
+
|
11 |
+
DESCRIPTION = "Lrs efficiency dataset from the UCI repository."
|
12 |
+
_HOMEPAGE = "https://archive-beta.ics.uci.edu/dataset/93/low+resolution+spectrometer"
|
13 |
+
_URLS = ("https://archive-beta.ics.uci.edu/dataset/93/low+resolution+spectrometer")
|
14 |
+
_CITATION = """
|
15 |
+
@misc{misc_lrs_53,
|
16 |
+
author = {Fisher,R. A. & Fisher,R.A.},
|
17 |
+
title = {{Lrs}},
|
18 |
+
year = {1988},
|
19 |
+
howpublished = {UCI Machine Learning Repository},
|
20 |
+
note = {{DOI}: \\url{10.24432/C56C76}}
|
21 |
+
}"""
|
22 |
+
|
23 |
+
# Dataset info
|
24 |
+
urls_per_split = {
|
25 |
+
"train": "https://huggingface.co/datasets/mstz/lrs/raw/main/lrs.csv"
|
26 |
+
}
|
27 |
+
features_types_per_config = {
|
28 |
+
"lrs": {
|
29 |
+
"right_ascension": datasets.Value("float64"),
|
30 |
+
"declination": datasets.Value("float64"),
|
31 |
+
"scale_factor": datasets.Value("float64"),
|
32 |
+
"blue_base_1": datasets.Value("float64"),
|
33 |
+
"blue_base_2": datasets.Value("float64"),
|
34 |
+
"red_base_1": datasets.Value("float64"),
|
35 |
+
"red_base_2": datasets.Value("float64"),
|
36 |
+
"flux_blue_0": datasets.Value("float64"),
|
37 |
+
"flux_blue_1": datasets.Value("float64"),
|
38 |
+
"flux_blue_2": datasets.Value("float64"),
|
39 |
+
"flux_blue_3": datasets.Value("float64"),
|
40 |
+
"flux_blue_4": datasets.Value("float64"),
|
41 |
+
"flux_blue_5": datasets.Value("float64"),
|
42 |
+
"flux_blue_6": datasets.Value("float64"),
|
43 |
+
"flux_blue_7": datasets.Value("float64"),
|
44 |
+
"flux_blue_8": datasets.Value("float64"),
|
45 |
+
"flux_blue_9": datasets.Value("float64"),
|
46 |
+
"flux_blue_10": datasets.Value("float64"),
|
47 |
+
"flux_blue_11": datasets.Value("float64"),
|
48 |
+
"flux_blue_12": datasets.Value("float64"),
|
49 |
+
"flux_blue_13": datasets.Value("float64"),
|
50 |
+
"flux_blue_14": datasets.Value("float64"),
|
51 |
+
"flux_blue_15": datasets.Value("float64"),
|
52 |
+
"flux_blue_16": datasets.Value("float64"),
|
53 |
+
"flux_blue_17": datasets.Value("float64"),
|
54 |
+
"flux_blue_18": datasets.Value("float64"),
|
55 |
+
"flux_blue_19": datasets.Value("float64"),
|
56 |
+
"flux_blue_20": datasets.Value("float64"),
|
57 |
+
"flux_blue_21": datasets.Value("float64"),
|
58 |
+
"flux_blue_22": datasets.Value("float64"),
|
59 |
+
"flux_blue_23": datasets.Value("float64"),
|
60 |
+
"flux_blue_24": datasets.Value("float64"),
|
61 |
+
"flux_blue_25": datasets.Value("float64"),
|
62 |
+
"flux_blue_26": datasets.Value("float64"),
|
63 |
+
"flux_blue_27": datasets.Value("float64"),
|
64 |
+
"flux_blue_28": datasets.Value("float64"),
|
65 |
+
"flux_blue_29": datasets.Value("float64"),
|
66 |
+
"flux_blue_30": datasets.Value("float64"),
|
67 |
+
"flux_blue_31": datasets.Value("float64"),
|
68 |
+
"flux_blue_32": datasets.Value("float64"),
|
69 |
+
"flux_blue_33": datasets.Value("float64"),
|
70 |
+
"flux_blue_34": datasets.Value("float64"),
|
71 |
+
"flux_blue_35": datasets.Value("float64"),
|
72 |
+
"flux_blue_36": datasets.Value("float64"),
|
73 |
+
"flux_blue_37": datasets.Value("float64"),
|
74 |
+
"flux_blue_38": datasets.Value("float64"),
|
75 |
+
"flux_blue_39": datasets.Value("float64"),
|
76 |
+
"flux_blue_40": datasets.Value("float64"),
|
77 |
+
"flux_blue_41": datasets.Value("float64"),
|
78 |
+
"flux_blue_42": datasets.Value("float64"),
|
79 |
+
"flux_blue_43": datasets.Value("float64"),
|
80 |
+
"flux_red_0": datasets.Value("float64"),
|
81 |
+
"flux_red_1": datasets.Value("float64"),
|
82 |
+
"flux_red_2": datasets.Value("float64"),
|
83 |
+
"flux_red_3": datasets.Value("float64"),
|
84 |
+
"flux_red_4": datasets.Value("float64"),
|
85 |
+
"flux_red_5": datasets.Value("float64"),
|
86 |
+
"flux_red_6": datasets.Value("float64"),
|
87 |
+
"flux_red_7": datasets.Value("float64"),
|
88 |
+
"flux_red_8": datasets.Value("float64"),
|
89 |
+
"flux_red_9": datasets.Value("float64"),
|
90 |
+
"flux_red_10": datasets.Value("float64"),
|
91 |
+
"flux_red_11": datasets.Value("float64"),
|
92 |
+
"flux_red_12": datasets.Value("float64"),
|
93 |
+
"flux_red_13": datasets.Value("float64"),
|
94 |
+
"flux_red_14": datasets.Value("float64"),
|
95 |
+
"flux_red_15": datasets.Value("float64"),
|
96 |
+
"flux_red_16": datasets.Value("float64"),
|
97 |
+
"flux_red_17": datasets.Value("float64"),
|
98 |
+
"flux_red_18": datasets.Value("float64"),
|
99 |
+
"flux_red_19": datasets.Value("float64"),
|
100 |
+
"flux_red_20": datasets.Value("float64"),
|
101 |
+
"flux_red_21": datasets.Value("float64"),
|
102 |
+
"flux_red_22": datasets.Value("float64"),
|
103 |
+
"flux_red_23": datasets.Value("float64"),
|
104 |
+
"flux_red_24": datasets.Value("float64"),
|
105 |
+
"flux_red_25": datasets.Value("float64"),
|
106 |
+
"flux_red_26": datasets.Value("float64"),
|
107 |
+
"flux_red_27": datasets.Value("float64"),
|
108 |
+
"flux_red_28": datasets.Value("float64"),
|
109 |
+
"flux_red_29": datasets.Value("float64"),
|
110 |
+
"flux_red_30": datasets.Value("float64"),
|
111 |
+
"flux_red_31": datasets.Value("float64"),
|
112 |
+
"flux_red_32": datasets.Value("float64"),
|
113 |
+
"flux_red_33": datasets.Value("float64"),
|
114 |
+
"flux_red_34": datasets.Value("float64"),
|
115 |
+
"flux_red_35": datasets.Value("float64"),
|
116 |
+
"flux_red_36": datasets.Value("float64"),
|
117 |
+
"flux_red_37": datasets.Value("float64"),
|
118 |
+
"flux_red_38": datasets.Value("float64"),
|
119 |
+
"flux_red_39": datasets.Value("float64"),
|
120 |
+
"flux_red_40": datasets.Value("float64"),
|
121 |
+
"flux_red_41": datasets.Value("float64"),
|
122 |
+
"flux_red_42": datasets.Value("float64"),
|
123 |
+
"flux_red_43": datasets.Value("float64"),
|
124 |
+
"flux_red_44": datasets.Value("float64"),
|
125 |
+
"flux_red_45": datasets.Value("float64"),
|
126 |
+
"flux_red_46": datasets.Value("float64"),
|
127 |
+
"flux_red_47": datasets.Value("float64"),
|
128 |
+
"flux_red_48": datasets.Value("float64"),
|
129 |
+
"class": datasets.ClassLabel(num_classes=9)
|
130 |
+
},
|
131 |
+
"type_0": {
|
132 |
+
"right_ascension": datasets.Value("float64"),
|
133 |
+
"declination": datasets.Value("float64"),
|
134 |
+
"scale_factor": datasets.Value("float64"),
|
135 |
+
"blue_base_1": datasets.Value("float64"),
|
136 |
+
"blue_base_2": datasets.Value("float64"),
|
137 |
+
"red_base_1": datasets.Value("float64"),
|
138 |
+
"red_base_2": datasets.Value("float64"),
|
139 |
+
"flux_blue_0": datasets.Value("float64"),
|
140 |
+
"flux_blue_1": datasets.Value("float64"),
|
141 |
+
"flux_blue_2": datasets.Value("float64"),
|
142 |
+
"flux_blue_3": datasets.Value("float64"),
|
143 |
+
"flux_blue_4": datasets.Value("float64"),
|
144 |
+
"flux_blue_5": datasets.Value("float64"),
|
145 |
+
"flux_blue_6": datasets.Value("float64"),
|
146 |
+
"flux_blue_7": datasets.Value("float64"),
|
147 |
+
"flux_blue_8": datasets.Value("float64"),
|
148 |
+
"flux_blue_9": datasets.Value("float64"),
|
149 |
+
"flux_blue_10": datasets.Value("float64"),
|
150 |
+
"flux_blue_11": datasets.Value("float64"),
|
151 |
+
"flux_blue_12": datasets.Value("float64"),
|
152 |
+
"flux_blue_13": datasets.Value("float64"),
|
153 |
+
"flux_blue_14": datasets.Value("float64"),
|
154 |
+
"flux_blue_15": datasets.Value("float64"),
|
155 |
+
"flux_blue_16": datasets.Value("float64"),
|
156 |
+
"flux_blue_17": datasets.Value("float64"),
|
157 |
+
"flux_blue_18": datasets.Value("float64"),
|
158 |
+
"flux_blue_19": datasets.Value("float64"),
|
159 |
+
"flux_blue_20": datasets.Value("float64"),
|
160 |
+
"flux_blue_21": datasets.Value("float64"),
|
161 |
+
"flux_blue_22": datasets.Value("float64"),
|
162 |
+
"flux_blue_23": datasets.Value("float64"),
|
163 |
+
"flux_blue_24": datasets.Value("float64"),
|
164 |
+
"flux_blue_25": datasets.Value("float64"),
|
165 |
+
"flux_blue_26": datasets.Value("float64"),
|
166 |
+
"flux_blue_27": datasets.Value("float64"),
|
167 |
+
"flux_blue_28": datasets.Value("float64"),
|
168 |
+
"flux_blue_29": datasets.Value("float64"),
|
169 |
+
"flux_blue_30": datasets.Value("float64"),
|
170 |
+
"flux_blue_31": datasets.Value("float64"),
|
171 |
+
"flux_blue_32": datasets.Value("float64"),
|
172 |
+
"flux_blue_33": datasets.Value("float64"),
|
173 |
+
"flux_blue_34": datasets.Value("float64"),
|
174 |
+
"flux_blue_35": datasets.Value("float64"),
|
175 |
+
"flux_blue_36": datasets.Value("float64"),
|
176 |
+
"flux_blue_37": datasets.Value("float64"),
|
177 |
+
"flux_blue_38": datasets.Value("float64"),
|
178 |
+
"flux_blue_39": datasets.Value("float64"),
|
179 |
+
"flux_blue_40": datasets.Value("float64"),
|
180 |
+
"flux_blue_41": datasets.Value("float64"),
|
181 |
+
"flux_blue_42": datasets.Value("float64"),
|
182 |
+
"flux_blue_43": datasets.Value("float64"),
|
183 |
+
"flux_red_0": datasets.Value("float64"),
|
184 |
+
"flux_red_1": datasets.Value("float64"),
|
185 |
+
"flux_red_2": datasets.Value("float64"),
|
186 |
+
"flux_red_3": datasets.Value("float64"),
|
187 |
+
"flux_red_4": datasets.Value("float64"),
|
188 |
+
"flux_red_5": datasets.Value("float64"),
|
189 |
+
"flux_red_6": datasets.Value("float64"),
|
190 |
+
"flux_red_7": datasets.Value("float64"),
|
191 |
+
"flux_red_8": datasets.Value("float64"),
|
192 |
+
"flux_red_9": datasets.Value("float64"),
|
193 |
+
"flux_red_10": datasets.Value("float64"),
|
194 |
+
"flux_red_11": datasets.Value("float64"),
|
195 |
+
"flux_red_12": datasets.Value("float64"),
|
196 |
+
"flux_red_13": datasets.Value("float64"),
|
197 |
+
"flux_red_14": datasets.Value("float64"),
|
198 |
+
"flux_red_15": datasets.Value("float64"),
|
199 |
+
"flux_red_16": datasets.Value("float64"),
|
200 |
+
"flux_red_17": datasets.Value("float64"),
|
201 |
+
"flux_red_18": datasets.Value("float64"),
|
202 |
+
"flux_red_19": datasets.Value("float64"),
|
203 |
+
"flux_red_20": datasets.Value("float64"),
|
204 |
+
"flux_red_21": datasets.Value("float64"),
|
205 |
+
"flux_red_22": datasets.Value("float64"),
|
206 |
+
"flux_red_23": datasets.Value("float64"),
|
207 |
+
"flux_red_24": datasets.Value("float64"),
|
208 |
+
"flux_red_25": datasets.Value("float64"),
|
209 |
+
"flux_red_26": datasets.Value("float64"),
|
210 |
+
"flux_red_27": datasets.Value("float64"),
|
211 |
+
"flux_red_28": datasets.Value("float64"),
|
212 |
+
"flux_red_29": datasets.Value("float64"),
|
213 |
+
"flux_red_30": datasets.Value("float64"),
|
214 |
+
"flux_red_31": datasets.Value("float64"),
|
215 |
+
"flux_red_32": datasets.Value("float64"),
|
216 |
+
"flux_red_33": datasets.Value("float64"),
|
217 |
+
"flux_red_34": datasets.Value("float64"),
|
218 |
+
"flux_red_35": datasets.Value("float64"),
|
219 |
+
"flux_red_36": datasets.Value("float64"),
|
220 |
+
"flux_red_37": datasets.Value("float64"),
|
221 |
+
"flux_red_38": datasets.Value("float64"),
|
222 |
+
"flux_red_39": datasets.Value("float64"),
|
223 |
+
"flux_red_40": datasets.Value("float64"),
|
224 |
+
"flux_red_41": datasets.Value("float64"),
|
225 |
+
"flux_red_42": datasets.Value("float64"),
|
226 |
+
"flux_red_43": datasets.Value("float64"),
|
227 |
+
"flux_red_44": datasets.Value("float64"),
|
228 |
+
"flux_red_45": datasets.Value("float64"),
|
229 |
+
"flux_red_46": datasets.Value("float64"),
|
230 |
+
"flux_red_47": datasets.Value("float64"),
|
231 |
+
"flux_red_48": datasets.Value("float64"),
|
232 |
+
"class": datasets.ClassLabel(num_classes=2, names=("no", "yes"))
|
233 |
+
},
|
234 |
+
"type_1": {
|
235 |
+
"right_ascension": datasets.Value("float64"),
|
236 |
+
"declination": datasets.Value("float64"),
|
237 |
+
"scale_factor": datasets.Value("float64"),
|
238 |
+
"blue_base_1": datasets.Value("float64"),
|
239 |
+
"blue_base_2": datasets.Value("float64"),
|
240 |
+
"red_base_1": datasets.Value("float64"),
|
241 |
+
"red_base_2": datasets.Value("float64"),
|
242 |
+
"flux_blue_0": datasets.Value("float64"),
|
243 |
+
"flux_blue_1": datasets.Value("float64"),
|
244 |
+
"flux_blue_2": datasets.Value("float64"),
|
245 |
+
"flux_blue_3": datasets.Value("float64"),
|
246 |
+
"flux_blue_4": datasets.Value("float64"),
|
247 |
+
"flux_blue_5": datasets.Value("float64"),
|
248 |
+
"flux_blue_6": datasets.Value("float64"),
|
249 |
+
"flux_blue_7": datasets.Value("float64"),
|
250 |
+
"flux_blue_8": datasets.Value("float64"),
|
251 |
+
"flux_blue_9": datasets.Value("float64"),
|
252 |
+
"flux_blue_10": datasets.Value("float64"),
|
253 |
+
"flux_blue_11": datasets.Value("float64"),
|
254 |
+
"flux_blue_12": datasets.Value("float64"),
|
255 |
+
"flux_blue_13": datasets.Value("float64"),
|
256 |
+
"flux_blue_14": datasets.Value("float64"),
|
257 |
+
"flux_blue_15": datasets.Value("float64"),
|
258 |
+
"flux_blue_16": datasets.Value("float64"),
|
259 |
+
"flux_blue_17": datasets.Value("float64"),
|
260 |
+
"flux_blue_18": datasets.Value("float64"),
|
261 |
+
"flux_blue_19": datasets.Value("float64"),
|
262 |
+
"flux_blue_20": datasets.Value("float64"),
|
263 |
+
"flux_blue_21": datasets.Value("float64"),
|
264 |
+
"flux_blue_22": datasets.Value("float64"),
|
265 |
+
"flux_blue_23": datasets.Value("float64"),
|
266 |
+
"flux_blue_24": datasets.Value("float64"),
|
267 |
+
"flux_blue_25": datasets.Value("float64"),
|
268 |
+
"flux_blue_26": datasets.Value("float64"),
|
269 |
+
"flux_blue_27": datasets.Value("float64"),
|
270 |
+
"flux_blue_28": datasets.Value("float64"),
|
271 |
+
"flux_blue_29": datasets.Value("float64"),
|
272 |
+
"flux_blue_30": datasets.Value("float64"),
|
273 |
+
"flux_blue_31": datasets.Value("float64"),
|
274 |
+
"flux_blue_32": datasets.Value("float64"),
|
275 |
+
"flux_blue_33": datasets.Value("float64"),
|
276 |
+
"flux_blue_34": datasets.Value("float64"),
|
277 |
+
"flux_blue_35": datasets.Value("float64"),
|
278 |
+
"flux_blue_36": datasets.Value("float64"),
|
279 |
+
"flux_blue_37": datasets.Value("float64"),
|
280 |
+
"flux_blue_38": datasets.Value("float64"),
|
281 |
+
"flux_blue_39": datasets.Value("float64"),
|
282 |
+
"flux_blue_40": datasets.Value("float64"),
|
283 |
+
"flux_blue_41": datasets.Value("float64"),
|
284 |
+
"flux_blue_42": datasets.Value("float64"),
|
285 |
+
"flux_blue_43": datasets.Value("float64"),
|
286 |
+
"flux_red_0": datasets.Value("float64"),
|
287 |
+
"flux_red_1": datasets.Value("float64"),
|
288 |
+
"flux_red_2": datasets.Value("float64"),
|
289 |
+
"flux_red_3": datasets.Value("float64"),
|
290 |
+
"flux_red_4": datasets.Value("float64"),
|
291 |
+
"flux_red_5": datasets.Value("float64"),
|
292 |
+
"flux_red_6": datasets.Value("float64"),
|
293 |
+
"flux_red_7": datasets.Value("float64"),
|
294 |
+
"flux_red_8": datasets.Value("float64"),
|
295 |
+
"flux_red_9": datasets.Value("float64"),
|
296 |
+
"flux_red_10": datasets.Value("float64"),
|
297 |
+
"flux_red_11": datasets.Value("float64"),
|
298 |
+
"flux_red_12": datasets.Value("float64"),
|
299 |
+
"flux_red_13": datasets.Value("float64"),
|
300 |
+
"flux_red_14": datasets.Value("float64"),
|
301 |
+
"flux_red_15": datasets.Value("float64"),
|
302 |
+
"flux_red_16": datasets.Value("float64"),
|
303 |
+
"flux_red_17": datasets.Value("float64"),
|
304 |
+
"flux_red_18": datasets.Value("float64"),
|
305 |
+
"flux_red_19": datasets.Value("float64"),
|
306 |
+
"flux_red_20": datasets.Value("float64"),
|
307 |
+
"flux_red_21": datasets.Value("float64"),
|
308 |
+
"flux_red_22": datasets.Value("float64"),
|
309 |
+
"flux_red_23": datasets.Value("float64"),
|
310 |
+
"flux_red_24": datasets.Value("float64"),
|
311 |
+
"flux_red_25": datasets.Value("float64"),
|
312 |
+
"flux_red_26": datasets.Value("float64"),
|
313 |
+
"flux_red_27": datasets.Value("float64"),
|
314 |
+
"flux_red_28": datasets.Value("float64"),
|
315 |
+
"flux_red_29": datasets.Value("float64"),
|
316 |
+
"flux_red_30": datasets.Value("float64"),
|
317 |
+
"flux_red_31": datasets.Value("float64"),
|
318 |
+
"flux_red_32": datasets.Value("float64"),
|
319 |
+
"flux_red_33": datasets.Value("float64"),
|
320 |
+
"flux_red_34": datasets.Value("float64"),
|
321 |
+
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|
322 |
+
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|
323 |
+
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|
324 |
+
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|
325 |
+
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|
326 |
+
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|
327 |
+
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|
328 |
+
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|
329 |
+
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|
330 |
+
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|
331 |
+
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|
332 |
+
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|
333 |
+
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|
334 |
+
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|
335 |
+
"class": datasets.ClassLabel(num_classes=2, names=("no", "yes"))
|
336 |
+
},
|
337 |
+
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|
338 |
+
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|
339 |
+
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|
340 |
+
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|
341 |
+
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|
342 |
+
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|
343 |
+
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|
344 |
+
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|
345 |
+
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|
346 |
+
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|
347 |
+
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|
348 |
+
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|
349 |
+
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|
350 |
+
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|
351 |
+
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|
352 |
+
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|
353 |
+
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|
354 |
+
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|
355 |
+
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|
356 |
+
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|
357 |
+
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|
358 |
+
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|
359 |
+
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|
360 |
+
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|
361 |
+
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|
362 |
+
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|
363 |
+
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|
364 |
+
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|
365 |
+
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|
366 |
+
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|
367 |
+
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|
368 |
+
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|
369 |
+
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|
370 |
+
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|
371 |
+
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|
372 |
+
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|
373 |
+
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|
374 |
+
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|
375 |
+
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|
376 |
+
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|
377 |
+
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|
378 |
+
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|
379 |
+
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|
380 |
+
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|
381 |
+
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|
382 |
+
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|
383 |
+
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|
384 |
+
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|
385 |
+
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|
386 |
+
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|
387 |
+
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|
388 |
+
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|
389 |
+
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|
390 |
+
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|
391 |
+
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|
392 |
+
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|
393 |
+
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|
394 |
+
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|
395 |
+
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|
396 |
+
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|
397 |
+
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|
398 |
+
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|
399 |
+
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|
400 |
+
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|
401 |
+
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|
402 |
+
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|
403 |
+
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|
404 |
+
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|
405 |
+
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|
406 |
+
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|
407 |
+
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|
408 |
+
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|
409 |
+
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|
410 |
+
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|
411 |
+
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|
412 |
+
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|
413 |
+
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|
414 |
+
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|
415 |
+
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|
416 |
+
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|
417 |
+
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|
418 |
+
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|
419 |
+
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|
420 |
+
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|
421 |
+
"flux_red_32": datasets.Value("float64"),
|
422 |
+
"flux_red_33": datasets.Value("float64"),
|
423 |
+
"flux_red_34": datasets.Value("float64"),
|
424 |
+
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|
425 |
+
"flux_red_36": datasets.Value("float64"),
|
426 |
+
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|
427 |
+
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|
428 |
+
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|
429 |
+
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|
430 |
+
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|
431 |
+
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|
432 |
+
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|
433 |
+
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|
434 |
+
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|
435 |
+
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|
436 |
+
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|
437 |
+
"flux_red_48": datasets.Value("float64"),
|
438 |
+
"class": datasets.ClassLabel(num_classes=2, names=("no", "yes"))
|
439 |
+
},
|
440 |
+
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|
441 |
+
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|
442 |
+
"declination": datasets.Value("float64"),
|
443 |
+
"scale_factor": datasets.Value("float64"),
|
444 |
+
"blue_base_1": datasets.Value("float64"),
|
445 |
+
"blue_base_2": datasets.Value("float64"),
|
446 |
+
"red_base_1": datasets.Value("float64"),
|
447 |
+
"red_base_2": datasets.Value("float64"),
|
448 |
+
"flux_blue_0": datasets.Value("float64"),
|
449 |
+
"flux_blue_1": datasets.Value("float64"),
|
450 |
+
"flux_blue_2": datasets.Value("float64"),
|
451 |
+
"flux_blue_3": datasets.Value("float64"),
|
452 |
+
"flux_blue_4": datasets.Value("float64"),
|
453 |
+
"flux_blue_5": datasets.Value("float64"),
|
454 |
+
"flux_blue_6": datasets.Value("float64"),
|
455 |
+
"flux_blue_7": datasets.Value("float64"),
|
456 |
+
"flux_blue_8": datasets.Value("float64"),
|
457 |
+
"flux_blue_9": datasets.Value("float64"),
|
458 |
+
"flux_blue_10": datasets.Value("float64"),
|
459 |
+
"flux_blue_11": datasets.Value("float64"),
|
460 |
+
"flux_blue_12": datasets.Value("float64"),
|
461 |
+
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|
462 |
+
"flux_blue_14": datasets.Value("float64"),
|
463 |
+
"flux_blue_15": datasets.Value("float64"),
|
464 |
+
"flux_blue_16": datasets.Value("float64"),
|
465 |
+
"flux_blue_17": datasets.Value("float64"),
|
466 |
+
"flux_blue_18": datasets.Value("float64"),
|
467 |
+
"flux_blue_19": datasets.Value("float64"),
|
468 |
+
"flux_blue_20": datasets.Value("float64"),
|
469 |
+
"flux_blue_21": datasets.Value("float64"),
|
470 |
+
"flux_blue_22": datasets.Value("float64"),
|
471 |
+
"flux_blue_23": datasets.Value("float64"),
|
472 |
+
"flux_blue_24": datasets.Value("float64"),
|
473 |
+
"flux_blue_25": datasets.Value("float64"),
|
474 |
+
"flux_blue_26": datasets.Value("float64"),
|
475 |
+
"flux_blue_27": datasets.Value("float64"),
|
476 |
+
"flux_blue_28": datasets.Value("float64"),
|
477 |
+
"flux_blue_29": datasets.Value("float64"),
|
478 |
+
"flux_blue_30": datasets.Value("float64"),
|
479 |
+
"flux_blue_31": datasets.Value("float64"),
|
480 |
+
"flux_blue_32": datasets.Value("float64"),
|
481 |
+
"flux_blue_33": datasets.Value("float64"),
|
482 |
+
"flux_blue_34": datasets.Value("float64"),
|
483 |
+
"flux_blue_35": datasets.Value("float64"),
|
484 |
+
"flux_blue_36": datasets.Value("float64"),
|
485 |
+
"flux_blue_37": datasets.Value("float64"),
|
486 |
+
"flux_blue_38": datasets.Value("float64"),
|
487 |
+
"flux_blue_39": datasets.Value("float64"),
|
488 |
+
"flux_blue_40": datasets.Value("float64"),
|
489 |
+
"flux_blue_41": datasets.Value("float64"),
|
490 |
+
"flux_blue_42": datasets.Value("float64"),
|
491 |
+
"flux_blue_43": datasets.Value("float64"),
|
492 |
+
"flux_red_0": datasets.Value("float64"),
|
493 |
+
"flux_red_1": datasets.Value("float64"),
|
494 |
+
"flux_red_2": datasets.Value("float64"),
|
495 |
+
"flux_red_3": datasets.Value("float64"),
|
496 |
+
"flux_red_4": datasets.Value("float64"),
|
497 |
+
"flux_red_5": datasets.Value("float64"),
|
498 |
+
"flux_red_6": datasets.Value("float64"),
|
499 |
+
"flux_red_7": datasets.Value("float64"),
|
500 |
+
"flux_red_8": datasets.Value("float64"),
|
501 |
+
"flux_red_9": datasets.Value("float64"),
|
502 |
+
"flux_red_10": datasets.Value("float64"),
|
503 |
+
"flux_red_11": datasets.Value("float64"),
|
504 |
+
"flux_red_12": datasets.Value("float64"),
|
505 |
+
"flux_red_13": datasets.Value("float64"),
|
506 |
+
"flux_red_14": datasets.Value("float64"),
|
507 |
+
"flux_red_15": datasets.Value("float64"),
|
508 |
+
"flux_red_16": datasets.Value("float64"),
|
509 |
+
"flux_red_17": datasets.Value("float64"),
|
510 |
+
"flux_red_18": datasets.Value("float64"),
|
511 |
+
"flux_red_19": datasets.Value("float64"),
|
512 |
+
"flux_red_20": datasets.Value("float64"),
|
513 |
+
"flux_red_21": datasets.Value("float64"),
|
514 |
+
"flux_red_22": datasets.Value("float64"),
|
515 |
+
"flux_red_23": datasets.Value("float64"),
|
516 |
+
"flux_red_24": datasets.Value("float64"),
|
517 |
+
"flux_red_25": datasets.Value("float64"),
|
518 |
+
"flux_red_26": datasets.Value("float64"),
|
519 |
+
"flux_red_27": datasets.Value("float64"),
|
520 |
+
"flux_red_28": datasets.Value("float64"),
|
521 |
+
"flux_red_29": datasets.Value("float64"),
|
522 |
+
"flux_red_30": datasets.Value("float64"),
|
523 |
+
"flux_red_31": datasets.Value("float64"),
|
524 |
+
"flux_red_32": datasets.Value("float64"),
|
525 |
+
"flux_red_33": datasets.Value("float64"),
|
526 |
+
"flux_red_34": datasets.Value("float64"),
|
527 |
+
"flux_red_35": datasets.Value("float64"),
|
528 |
+
"flux_red_36": datasets.Value("float64"),
|
529 |
+
"flux_red_37": datasets.Value("float64"),
|
530 |
+
"flux_red_38": datasets.Value("float64"),
|
531 |
+
"flux_red_39": datasets.Value("float64"),
|
532 |
+
"flux_red_40": datasets.Value("float64"),
|
533 |
+
"flux_red_41": datasets.Value("float64"),
|
534 |
+
"flux_red_42": datasets.Value("float64"),
|
535 |
+
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|
536 |
+
"flux_red_44": datasets.Value("float64"),
|
537 |
+
"flux_red_45": datasets.Value("float64"),
|
538 |
+
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|
539 |
+
"flux_red_47": datasets.Value("float64"),
|
540 |
+
"flux_red_48": datasets.Value("float64"),
|
541 |
+
"class": datasets.ClassLabel(num_classes=2, names=("no", "yes"))
|
542 |
+
},
|
543 |
+
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|
544 |
+
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|
545 |
+
"declination": datasets.Value("float64"),
|
546 |
+
"scale_factor": datasets.Value("float64"),
|
547 |
+
"blue_base_1": datasets.Value("float64"),
|
548 |
+
"blue_base_2": datasets.Value("float64"),
|
549 |
+
"red_base_1": datasets.Value("float64"),
|
550 |
+
"red_base_2": datasets.Value("float64"),
|
551 |
+
"flux_blue_0": datasets.Value("float64"),
|
552 |
+
"flux_blue_1": datasets.Value("float64"),
|
553 |
+
"flux_blue_2": datasets.Value("float64"),
|
554 |
+
"flux_blue_3": datasets.Value("float64"),
|
555 |
+
"flux_blue_4": datasets.Value("float64"),
|
556 |
+
"flux_blue_5": datasets.Value("float64"),
|
557 |
+
"flux_blue_6": datasets.Value("float64"),
|
558 |
+
"flux_blue_7": datasets.Value("float64"),
|
559 |
+
"flux_blue_8": datasets.Value("float64"),
|
560 |
+
"flux_blue_9": datasets.Value("float64"),
|
561 |
+
"flux_blue_10": datasets.Value("float64"),
|
562 |
+
"flux_blue_11": datasets.Value("float64"),
|
563 |
+
"flux_blue_12": datasets.Value("float64"),
|
564 |
+
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|
565 |
+
"flux_blue_14": datasets.Value("float64"),
|
566 |
+
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|
567 |
+
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|
568 |
+
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|
569 |
+
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|
570 |
+
"flux_blue_19": datasets.Value("float64"),
|
571 |
+
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|
572 |
+
"flux_blue_21": datasets.Value("float64"),
|
573 |
+
"flux_blue_22": datasets.Value("float64"),
|
574 |
+
"flux_blue_23": datasets.Value("float64"),
|
575 |
+
"flux_blue_24": datasets.Value("float64"),
|
576 |
+
"flux_blue_25": datasets.Value("float64"),
|
577 |
+
"flux_blue_26": datasets.Value("float64"),
|
578 |
+
"flux_blue_27": datasets.Value("float64"),
|
579 |
+
"flux_blue_28": datasets.Value("float64"),
|
580 |
+
"flux_blue_29": datasets.Value("float64"),
|
581 |
+
"flux_blue_30": datasets.Value("float64"),
|
582 |
+
"flux_blue_31": datasets.Value("float64"),
|
583 |
+
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|
584 |
+
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|
585 |
+
"flux_blue_34": datasets.Value("float64"),
|
586 |
+
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|
587 |
+
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|
588 |
+
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|
589 |
+
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|
590 |
+
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|
591 |
+
"flux_blue_40": datasets.Value("float64"),
|
592 |
+
"flux_blue_41": datasets.Value("float64"),
|
593 |
+
"flux_blue_42": datasets.Value("float64"),
|
594 |
+
"flux_blue_43": datasets.Value("float64"),
|
595 |
+
"flux_red_0": datasets.Value("float64"),
|
596 |
+
"flux_red_1": datasets.Value("float64"),
|
597 |
+
"flux_red_2": datasets.Value("float64"),
|
598 |
+
"flux_red_3": datasets.Value("float64"),
|
599 |
+
"flux_red_4": datasets.Value("float64"),
|
600 |
+
"flux_red_5": datasets.Value("float64"),
|
601 |
+
"flux_red_6": datasets.Value("float64"),
|
602 |
+
"flux_red_7": datasets.Value("float64"),
|
603 |
+
"flux_red_8": datasets.Value("float64"),
|
604 |
+
"flux_red_9": datasets.Value("float64"),
|
605 |
+
"flux_red_10": datasets.Value("float64"),
|
606 |
+
"flux_red_11": datasets.Value("float64"),
|
607 |
+
"flux_red_12": datasets.Value("float64"),
|
608 |
+
"flux_red_13": datasets.Value("float64"),
|
609 |
+
"flux_red_14": datasets.Value("float64"),
|
610 |
+
"flux_red_15": datasets.Value("float64"),
|
611 |
+
"flux_red_16": datasets.Value("float64"),
|
612 |
+
"flux_red_17": datasets.Value("float64"),
|
613 |
+
"flux_red_18": datasets.Value("float64"),
|
614 |
+
"flux_red_19": datasets.Value("float64"),
|
615 |
+
"flux_red_20": datasets.Value("float64"),
|
616 |
+
"flux_red_21": datasets.Value("float64"),
|
617 |
+
"flux_red_22": datasets.Value("float64"),
|
618 |
+
"flux_red_23": datasets.Value("float64"),
|
619 |
+
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|
620 |
+
"flux_red_25": datasets.Value("float64"),
|
621 |
+
"flux_red_26": datasets.Value("float64"),
|
622 |
+
"flux_red_27": datasets.Value("float64"),
|
623 |
+
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|
624 |
+
"flux_red_29": datasets.Value("float64"),
|
625 |
+
"flux_red_30": datasets.Value("float64"),
|
626 |
+
"flux_red_31": datasets.Value("float64"),
|
627 |
+
"flux_red_32": datasets.Value("float64"),
|
628 |
+
"flux_red_33": datasets.Value("float64"),
|
629 |
+
"flux_red_34": datasets.Value("float64"),
|
630 |
+
"flux_red_35": datasets.Value("float64"),
|
631 |
+
"flux_red_36": datasets.Value("float64"),
|
632 |
+
"flux_red_37": datasets.Value("float64"),
|
633 |
+
"flux_red_38": datasets.Value("float64"),
|
634 |
+
"flux_red_39": datasets.Value("float64"),
|
635 |
+
"flux_red_40": datasets.Value("float64"),
|
636 |
+
"flux_red_41": datasets.Value("float64"),
|
637 |
+
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|
638 |
+
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|
639 |
+
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|
640 |
+
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|
641 |
+
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|
642 |
+
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|
643 |
+
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|
644 |
+
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|
645 |
+
},
|
646 |
+
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|
647 |
+
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|
648 |
+
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|
649 |
+
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|
650 |
+
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|
651 |
+
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|
652 |
+
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|
653 |
+
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|
654 |
+
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|
655 |
+
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|
656 |
+
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|
657 |
+
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|
658 |
+
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|
659 |
+
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|
660 |
+
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|
661 |
+
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|
662 |
+
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|
663 |
+
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|
664 |
+
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|
665 |
+
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|
666 |
+
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|
667 |
+
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|
668 |
+
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|
669 |
+
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|
670 |
+
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|
671 |
+
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|
672 |
+
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|
673 |
+
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|
674 |
+
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|
675 |
+
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|
676 |
+
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|
677 |
+
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|
678 |
+
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|
679 |
+
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|
680 |
+
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|
681 |
+
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|
682 |
+
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|
683 |
+
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|
684 |
+
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|
685 |
+
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|
686 |
+
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|
687 |
+
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|
688 |
+
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|
689 |
+
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|
690 |
+
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|
691 |
+
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|
692 |
+
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|
693 |
+
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|
694 |
+
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|
695 |
+
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|
696 |
+
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|
697 |
+
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|
698 |
+
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|
699 |
+
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|
700 |
+
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|
701 |
+
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|
702 |
+
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|
703 |
+
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|
704 |
+
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|
705 |
+
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|
706 |
+
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|
707 |
+
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|
708 |
+
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|
709 |
+
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|
710 |
+
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|
711 |
+
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|
712 |
+
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|
713 |
+
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|
714 |
+
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|
715 |
+
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|
716 |
+
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|
717 |
+
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|
718 |
+
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|
719 |
+
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|
720 |
+
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|
721 |
+
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|
722 |
+
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|
723 |
+
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|
724 |
+
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|
725 |
+
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|
726 |
+
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|
727 |
+
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|
728 |
+
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|
729 |
+
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|
730 |
+
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|
731 |
+
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|
732 |
+
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|
733 |
+
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|
734 |
+
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|
735 |
+
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|
736 |
+
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|
737 |
+
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|
738 |
+
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|
739 |
+
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|
740 |
+
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|
741 |
+
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|
742 |
+
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|
743 |
+
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|
744 |
+
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|
745 |
+
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|
746 |
+
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|
747 |
+
"class": datasets.ClassLabel(num_classes=2, names=("no", "yes"))
|
748 |
+
},
|
749 |
+
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|
750 |
+
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|
751 |
+
"declination": datasets.Value("float64"),
|
752 |
+
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|
753 |
+
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|
754 |
+
"blue_base_2": datasets.Value("float64"),
|
755 |
+
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|
756 |
+
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|
757 |
+
"flux_blue_0": datasets.Value("float64"),
|
758 |
+
"flux_blue_1": datasets.Value("float64"),
|
759 |
+
"flux_blue_2": datasets.Value("float64"),
|
760 |
+
"flux_blue_3": datasets.Value("float64"),
|
761 |
+
"flux_blue_4": datasets.Value("float64"),
|
762 |
+
"flux_blue_5": datasets.Value("float64"),
|
763 |
+
"flux_blue_6": datasets.Value("float64"),
|
764 |
+
"flux_blue_7": datasets.Value("float64"),
|
765 |
+
"flux_blue_8": datasets.Value("float64"),
|
766 |
+
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|
767 |
+
"flux_blue_10": datasets.Value("float64"),
|
768 |
+
"flux_blue_11": datasets.Value("float64"),
|
769 |
+
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|
770 |
+
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|
771 |
+
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|
772 |
+
"flux_blue_15": datasets.Value("float64"),
|
773 |
+
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|
774 |
+
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|
775 |
+
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|
776 |
+
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|
777 |
+
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|
778 |
+
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|
779 |
+
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|
780 |
+
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|
781 |
+
"flux_blue_24": datasets.Value("float64"),
|
782 |
+
"flux_blue_25": datasets.Value("float64"),
|
783 |
+
"flux_blue_26": datasets.Value("float64"),
|
784 |
+
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|
785 |
+
"flux_blue_28": datasets.Value("float64"),
|
786 |
+
"flux_blue_29": datasets.Value("float64"),
|
787 |
+
"flux_blue_30": datasets.Value("float64"),
|
788 |
+
"flux_blue_31": datasets.Value("float64"),
|
789 |
+
"flux_blue_32": datasets.Value("float64"),
|
790 |
+
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|
791 |
+
"flux_blue_34": datasets.Value("float64"),
|
792 |
+
"flux_blue_35": datasets.Value("float64"),
|
793 |
+
"flux_blue_36": datasets.Value("float64"),
|
794 |
+
"flux_blue_37": datasets.Value("float64"),
|
795 |
+
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|
796 |
+
"flux_blue_39": datasets.Value("float64"),
|
797 |
+
"flux_blue_40": datasets.Value("float64"),
|
798 |
+
"flux_blue_41": datasets.Value("float64"),
|
799 |
+
"flux_blue_42": datasets.Value("float64"),
|
800 |
+
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|
801 |
+
"flux_red_0": datasets.Value("float64"),
|
802 |
+
"flux_red_1": datasets.Value("float64"),
|
803 |
+
"flux_red_2": datasets.Value("float64"),
|
804 |
+
"flux_red_3": datasets.Value("float64"),
|
805 |
+
"flux_red_4": datasets.Value("float64"),
|
806 |
+
"flux_red_5": datasets.Value("float64"),
|
807 |
+
"flux_red_6": datasets.Value("float64"),
|
808 |
+
"flux_red_7": datasets.Value("float64"),
|
809 |
+
"flux_red_8": datasets.Value("float64"),
|
810 |
+
"flux_red_9": datasets.Value("float64"),
|
811 |
+
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|
812 |
+
"flux_red_11": datasets.Value("float64"),
|
813 |
+
"flux_red_12": datasets.Value("float64"),
|
814 |
+
"flux_red_13": datasets.Value("float64"),
|
815 |
+
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|
816 |
+
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|
817 |
+
"flux_red_16": datasets.Value("float64"),
|
818 |
+
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|
819 |
+
"flux_red_18": datasets.Value("float64"),
|
820 |
+
"flux_red_19": datasets.Value("float64"),
|
821 |
+
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|
822 |
+
"flux_red_21": datasets.Value("float64"),
|
823 |
+
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|
824 |
+
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|
825 |
+
"flux_red_24": datasets.Value("float64"),
|
826 |
+
"flux_red_25": datasets.Value("float64"),
|
827 |
+
"flux_red_26": datasets.Value("float64"),
|
828 |
+
"flux_red_27": datasets.Value("float64"),
|
829 |
+
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|
830 |
+
"flux_red_29": datasets.Value("float64"),
|
831 |
+
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|
832 |
+
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|
833 |
+
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|
834 |
+
"flux_red_33": datasets.Value("float64"),
|
835 |
+
"flux_red_34": datasets.Value("float64"),
|
836 |
+
"flux_red_35": datasets.Value("float64"),
|
837 |
+
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|
838 |
+
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|
839 |
+
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|
840 |
+
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|
841 |
+
"flux_red_40": datasets.Value("float64"),
|
842 |
+
"flux_red_41": datasets.Value("float64"),
|
843 |
+
"flux_red_42": datasets.Value("float64"),
|
844 |
+
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|
845 |
+
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|
846 |
+
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|
847 |
+
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|
848 |
+
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|
849 |
+
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|
850 |
+
"class": datasets.ClassLabel(num_classes=2, names=("no", "yes"))
|
851 |
+
},
|
852 |
+
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|
853 |
+
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|
854 |
+
"declination": datasets.Value("float64"),
|
855 |
+
"scale_factor": datasets.Value("float64"),
|
856 |
+
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|
857 |
+
"blue_base_2": datasets.Value("float64"),
|
858 |
+
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|
859 |
+
"red_base_2": datasets.Value("float64"),
|
860 |
+
"flux_blue_0": datasets.Value("float64"),
|
861 |
+
"flux_blue_1": datasets.Value("float64"),
|
862 |
+
"flux_blue_2": datasets.Value("float64"),
|
863 |
+
"flux_blue_3": datasets.Value("float64"),
|
864 |
+
"flux_blue_4": datasets.Value("float64"),
|
865 |
+
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|
866 |
+
"flux_blue_6": datasets.Value("float64"),
|
867 |
+
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|
868 |
+
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|
869 |
+
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|
870 |
+
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|
871 |
+
"flux_blue_11": datasets.Value("float64"),
|
872 |
+
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|
873 |
+
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|
874 |
+
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|
875 |
+
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|
876 |
+
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|
877 |
+
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|
878 |
+
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|
879 |
+
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|
880 |
+
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|
881 |
+
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|
882 |
+
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|
883 |
+
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|
884 |
+
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|
885 |
+
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|
886 |
+
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|
887 |
+
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|
888 |
+
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|
889 |
+
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|
890 |
+
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|
891 |
+
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|
892 |
+
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|
893 |
+
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|
894 |
+
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|
895 |
+
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|
896 |
+
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|
897 |
+
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|
898 |
+
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|
899 |
+
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|
900 |
+
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|
901 |
+
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|
902 |
+
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|
903 |
+
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|
904 |
+
"flux_red_0": datasets.Value("float64"),
|
905 |
+
"flux_red_1": datasets.Value("float64"),
|
906 |
+
"flux_red_2": datasets.Value("float64"),
|
907 |
+
"flux_red_3": datasets.Value("float64"),
|
908 |
+
"flux_red_4": datasets.Value("float64"),
|
909 |
+
"flux_red_5": datasets.Value("float64"),
|
910 |
+
"flux_red_6": datasets.Value("float64"),
|
911 |
+
"flux_red_7": datasets.Value("float64"),
|
912 |
+
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|
913 |
+
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|
914 |
+
"flux_red_10": datasets.Value("float64"),
|
915 |
+
"flux_red_11": datasets.Value("float64"),
|
916 |
+
"flux_red_12": datasets.Value("float64"),
|
917 |
+
"flux_red_13": datasets.Value("float64"),
|
918 |
+
"flux_red_14": datasets.Value("float64"),
|
919 |
+
"flux_red_15": datasets.Value("float64"),
|
920 |
+
"flux_red_16": datasets.Value("float64"),
|
921 |
+
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|
922 |
+
"flux_red_18": datasets.Value("float64"),
|
923 |
+
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|
924 |
+
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|
925 |
+
"flux_red_21": datasets.Value("float64"),
|
926 |
+
"flux_red_22": datasets.Value("float64"),
|
927 |
+
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|
928 |
+
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|
929 |
+
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|
930 |
+
"flux_red_26": datasets.Value("float64"),
|
931 |
+
"flux_red_27": datasets.Value("float64"),
|
932 |
+
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|
933 |
+
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|
934 |
+
"flux_red_30": datasets.Value("float64"),
|
935 |
+
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|
936 |
+
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|
937 |
+
"flux_red_33": datasets.Value("float64"),
|
938 |
+
"flux_red_34": datasets.Value("float64"),
|
939 |
+
"flux_red_35": datasets.Value("float64"),
|
940 |
+
"flux_red_36": datasets.Value("float64"),
|
941 |
+
"flux_red_37": datasets.Value("float64"),
|
942 |
+
"flux_red_38": datasets.Value("float64"),
|
943 |
+
"flux_red_39": datasets.Value("float64"),
|
944 |
+
"flux_red_40": datasets.Value("float64"),
|
945 |
+
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|
946 |
+
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|
947 |
+
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|
948 |
+
"flux_red_44": datasets.Value("float64"),
|
949 |
+
"flux_red_45": datasets.Value("float64"),
|
950 |
+
"flux_red_46": datasets.Value("float64"),
|
951 |
+
"flux_red_47": datasets.Value("float64"),
|
952 |
+
"flux_red_48": datasets.Value("float64"),
|
953 |
+
"class": datasets.ClassLabel(num_classes=2, names=("no", "yes"))
|
954 |
+
},
|
955 |
+
"type_8": {
|
956 |
+
"right_ascension": datasets.Value("float64"),
|
957 |
+
"declination": datasets.Value("float64"),
|
958 |
+
"scale_factor": datasets.Value("float64"),
|
959 |
+
"blue_base_1": datasets.Value("float64"),
|
960 |
+
"blue_base_2": datasets.Value("float64"),
|
961 |
+
"red_base_1": datasets.Value("float64"),
|
962 |
+
"red_base_2": datasets.Value("float64"),
|
963 |
+
"flux_blue_0": datasets.Value("float64"),
|
964 |
+
"flux_blue_1": datasets.Value("float64"),
|
965 |
+
"flux_blue_2": datasets.Value("float64"),
|
966 |
+
"flux_blue_3": datasets.Value("float64"),
|
967 |
+
"flux_blue_4": datasets.Value("float64"),
|
968 |
+
"flux_blue_5": datasets.Value("float64"),
|
969 |
+
"flux_blue_6": datasets.Value("float64"),
|
970 |
+
"flux_blue_7": datasets.Value("float64"),
|
971 |
+
"flux_blue_8": datasets.Value("float64"),
|
972 |
+
"flux_blue_9": datasets.Value("float64"),
|
973 |
+
"flux_blue_10": datasets.Value("float64"),
|
974 |
+
"flux_blue_11": datasets.Value("float64"),
|
975 |
+
"flux_blue_12": datasets.Value("float64"),
|
976 |
+
"flux_blue_13": datasets.Value("float64"),
|
977 |
+
"flux_blue_14": datasets.Value("float64"),
|
978 |
+
"flux_blue_15": datasets.Value("float64"),
|
979 |
+
"flux_blue_16": datasets.Value("float64"),
|
980 |
+
"flux_blue_17": datasets.Value("float64"),
|
981 |
+
"flux_blue_18": datasets.Value("float64"),
|
982 |
+
"flux_blue_19": datasets.Value("float64"),
|
983 |
+
"flux_blue_20": datasets.Value("float64"),
|
984 |
+
"flux_blue_21": datasets.Value("float64"),
|
985 |
+
"flux_blue_22": datasets.Value("float64"),
|
986 |
+
"flux_blue_23": datasets.Value("float64"),
|
987 |
+
"flux_blue_24": datasets.Value("float64"),
|
988 |
+
"flux_blue_25": datasets.Value("float64"),
|
989 |
+
"flux_blue_26": datasets.Value("float64"),
|
990 |
+
"flux_blue_27": datasets.Value("float64"),
|
991 |
+
"flux_blue_28": datasets.Value("float64"),
|
992 |
+
"flux_blue_29": datasets.Value("float64"),
|
993 |
+
"flux_blue_30": datasets.Value("float64"),
|
994 |
+
"flux_blue_31": datasets.Value("float64"),
|
995 |
+
"flux_blue_32": datasets.Value("float64"),
|
996 |
+
"flux_blue_33": datasets.Value("float64"),
|
997 |
+
"flux_blue_34": datasets.Value("float64"),
|
998 |
+
"flux_blue_35": datasets.Value("float64"),
|
999 |
+
"flux_blue_36": datasets.Value("float64"),
|
1000 |
+
"flux_blue_37": datasets.Value("float64"),
|
1001 |
+
"flux_blue_38": datasets.Value("float64"),
|
1002 |
+
"flux_blue_39": datasets.Value("float64"),
|
1003 |
+
"flux_blue_40": datasets.Value("float64"),
|
1004 |
+
"flux_blue_41": datasets.Value("float64"),
|
1005 |
+
"flux_blue_42": datasets.Value("float64"),
|
1006 |
+
"flux_blue_43": datasets.Value("float64"),
|
1007 |
+
"flux_red_0": datasets.Value("float64"),
|
1008 |
+
"flux_red_1": datasets.Value("float64"),
|
1009 |
+
"flux_red_2": datasets.Value("float64"),
|
1010 |
+
"flux_red_3": datasets.Value("float64"),
|
1011 |
+
"flux_red_4": datasets.Value("float64"),
|
1012 |
+
"flux_red_5": datasets.Value("float64"),
|
1013 |
+
"flux_red_6": datasets.Value("float64"),
|
1014 |
+
"flux_red_7": datasets.Value("float64"),
|
1015 |
+
"flux_red_8": datasets.Value("float64"),
|
1016 |
+
"flux_red_9": datasets.Value("float64"),
|
1017 |
+
"flux_red_10": datasets.Value("float64"),
|
1018 |
+
"flux_red_11": datasets.Value("float64"),
|
1019 |
+
"flux_red_12": datasets.Value("float64"),
|
1020 |
+
"flux_red_13": datasets.Value("float64"),
|
1021 |
+
"flux_red_14": datasets.Value("float64"),
|
1022 |
+
"flux_red_15": datasets.Value("float64"),
|
1023 |
+
"flux_red_16": datasets.Value("float64"),
|
1024 |
+
"flux_red_17": datasets.Value("float64"),
|
1025 |
+
"flux_red_18": datasets.Value("float64"),
|
1026 |
+
"flux_red_19": datasets.Value("float64"),
|
1027 |
+
"flux_red_20": datasets.Value("float64"),
|
1028 |
+
"flux_red_21": datasets.Value("float64"),
|
1029 |
+
"flux_red_22": datasets.Value("float64"),
|
1030 |
+
"flux_red_23": datasets.Value("float64"),
|
1031 |
+
"flux_red_24": datasets.Value("float64"),
|
1032 |
+
"flux_red_25": datasets.Value("float64"),
|
1033 |
+
"flux_red_26": datasets.Value("float64"),
|
1034 |
+
"flux_red_27": datasets.Value("float64"),
|
1035 |
+
"flux_red_28": datasets.Value("float64"),
|
1036 |
+
"flux_red_29": datasets.Value("float64"),
|
1037 |
+
"flux_red_30": datasets.Value("float64"),
|
1038 |
+
"flux_red_31": datasets.Value("float64"),
|
1039 |
+
"flux_red_32": datasets.Value("float64"),
|
1040 |
+
"flux_red_33": datasets.Value("float64"),
|
1041 |
+
"flux_red_34": datasets.Value("float64"),
|
1042 |
+
"flux_red_35": datasets.Value("float64"),
|
1043 |
+
"flux_red_36": datasets.Value("float64"),
|
1044 |
+
"flux_red_37": datasets.Value("float64"),
|
1045 |
+
"flux_red_38": datasets.Value("float64"),
|
1046 |
+
"flux_red_39": datasets.Value("float64"),
|
1047 |
+
"flux_red_40": datasets.Value("float64"),
|
1048 |
+
"flux_red_41": datasets.Value("float64"),
|
1049 |
+
"flux_red_42": datasets.Value("float64"),
|
1050 |
+
"flux_red_43": datasets.Value("float64"),
|
1051 |
+
"flux_red_44": datasets.Value("float64"),
|
1052 |
+
"flux_red_45": datasets.Value("float64"),
|
1053 |
+
"flux_red_46": datasets.Value("float64"),
|
1054 |
+
"flux_red_47": datasets.Value("float64"),
|
1055 |
+
"flux_red_48": datasets.Value("float64"),
|
1056 |
+
"class": datasets.ClassLabel(num_classes=2, names=("no", "yes"))
|
1057 |
+
},
|
1058 |
+
|
1059 |
+
}
|
1060 |
+
features_per_config = {k: datasets.Features(features_types_per_config[k]) for k in features_types_per_config}
|
1061 |
+
|
1062 |
+
|
1063 |
+
class LrsConfig(datasets.BuilderConfig):
|
1064 |
+
def __init__(self, **kwargs):
|
1065 |
+
super(LrsConfig, self).__init__(version=VERSION, **kwargs)
|
1066 |
+
self.features = features_per_config[kwargs["name"]]
|
1067 |
+
|
1068 |
+
|
1069 |
+
class Lrs(datasets.GeneratorBasedBuilder):
|
1070 |
+
# dataset versions
|
1071 |
+
DEFAULT_CONFIG = "lrs"
|
1072 |
+
BUILDER_CONFIGS = [
|
1073 |
+
LrsConfig(name="lrs", description="Lrs dataset."),
|
1074 |
+
LrsConfig(name="lrs_0", description="Binary classification of class 0."),
|
1075 |
+
LrsConfig(name="lrs_1", description="Binary classification of class 1."),
|
1076 |
+
LrsConfig(name="lrs_2", description="Binary classification of class 2."),
|
1077 |
+
LrsConfig(name="lrs_3", description="Binary classification of class 3."),
|
1078 |
+
LrsConfig(name="lrs_4", description="Binary classification of class 4."),
|
1079 |
+
LrsConfig(name="lrs_5", description="Binary classification of class 5."),
|
1080 |
+
LrsConfig(name="lrs_6", description="Binary classification of class 6."),
|
1081 |
+
LrsConfig(name="lrs_7", description="Binary classification of class 7."),
|
1082 |
+
LrsConfig(name="lrs_8", description="Binary classification of class 8.")
|
1083 |
+
|
1084 |
+
]
|
1085 |
+
|
1086 |
+
|
1087 |
+
def _info(self):
|
1088 |
+
info = datasets.DatasetInfo(description=DESCRIPTION, citation=_CITATION, homepage=_HOMEPAGE,
|
1089 |
+
features=features_per_config[self.config.name])
|
1090 |
+
|
1091 |
+
return info
|
1092 |
+
|
1093 |
+
def _split_generators(self, dl_manager: datasets.DownloadManager) -> List[datasets.SplitGenerator]:
|
1094 |
+
downloads = dl_manager.download_and_extract(urls_per_split)
|
1095 |
+
|
1096 |
+
return [
|
1097 |
+
datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": downloads["train"]})
|
1098 |
+
]
|
1099 |
+
|
1100 |
+
def _generate_examples(self, filepath: str):
|
1101 |
+
data = pandas.read_csv(filepath)
|
1102 |
+
data = self.preprocess(data)
|
1103 |
+
|
1104 |
+
for row_id, row in data.iterrows():
|
1105 |
+
data_row = dict(row)
|
1106 |
+
|
1107 |
+
yield row_id, data_row
|
1108 |
+
|
1109 |
+
def preprocess(self, data: pandas.DataFrame) -> pandas.DataFrame:
|
1110 |
+
data = data[list(features_types_per_config["lrs"].keys())]
|
1111 |
+
data["class"] = data["class"].apply(lambda x: x if x < 10 else x // 10).unique()
|
1112 |
+
|
1113 |
+
if self.config.name == "lrs_0":
|
1114 |
+
data["class"] = data["class"].apply(lambda x: 1 if x == 0 else 0)
|
1115 |
+
if self.config.name == "lrs_1":
|
1116 |
+
data["class"] = data["class"].apply(lambda x: 1 if x == 1 else 0)
|
1117 |
+
if self.config.name == "lrs_2":
|
1118 |
+
data["class"] = data["class"].apply(lambda x: 1 if x == 2 else 0)
|
1119 |
+
if self.config.name == "lrs_3":
|
1120 |
+
data["class"] = data["class"].apply(lambda x: 1 if x == 3 else 0)
|
1121 |
+
if self.config.name == "lrs_4":
|
1122 |
+
data["class"] = data["class"].apply(lambda x: 1 if x == 4 else 0)
|
1123 |
+
if self.config.name == "lrs_5":
|
1124 |
+
data["class"] = data["class"].apply(lambda x: 1 if x == 5 else 0)
|
1125 |
+
if self.config.name == "lrs_6":
|
1126 |
+
data["class"] = data["class"].apply(lambda x: 1 if x == 6 else 0)
|
1127 |
+
if self.config.name == "lrs_7":
|
1128 |
+
data["class"] = data["class"].apply(lambda x: 1 if x == 7 else 0)
|
1129 |
+
if self.config.name == "lrs_8":
|
1130 |
+
data["class"] = data["class"].apply(lambda x: 1 if x == 8 else 0)
|
1131 |
+
|
1132 |
+
return data
|